Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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The rough set theory in a hybrid decision systems for cases of interval and incomplete input data

2012/05/B/ST6/03620

Keywords:

missing features decision systems rough sets

Descriptors:

  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Częstochowska, Wydział Inżynierii Mechanicznej i Informatyki

woj. śląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Robert Nowicki 

Number of co-investigators in the project: 4

Call: OPUS 3 - announced on 2012-03-15

Amount awarded: 423 320 PLN

Project start date (Y-m-d): 2013-03-25

Project end date (Y-m-d): 2015-03-24

Project duration:: 24 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Wysokowydajny komputer przenośny (7 000 PLN)
  2. Wysokowydajny komputer przenośny (6 051 PLN)

Information in the final report

  • Publication in academic press/journals (2)
  • Articles in post-conference publications (5)
  • Book publications / chapters in book publications (7)
  1. Incomplete data-driven learning of rough neuro-fuzzy systems
    Authors:
    Bartosz A. Nowak, Robert K. Nowicki, Rafał Scherer
    Academic press:
    Fuzzy Sets and Systems (), Wydawca: Elsevier B.V.
    Status:
    Submitted
    DOI:
    10.1016/j.fss - link to the publication
  2. A new method for classification of imprecise data using fuzzy rough fuzzification
    Authors:
    Robert K. Nowicki, Janusz T. Starczewski
    Academic press:
    Information Sciences (rok: 2017, tom: 414, strony: 33-52), Wydawca: Elsevier B.V.
    Status:
    Published
    DOI:
    10.1016/j.ins.2017.05.049 - link to the publication
  1. Rough k nearest neighbours for classification in the case of missing input data
    Authors:
    Robert K. Nowicki, Bartosz A. Nowak, Marcin Woźniak
    Conference:
    The 9th International Conference on Knowledge, Information and Creativity Support Systems (rok: 2014, ), Wydawca: The University of Cyprus
    Data:
    konferencja 6-8 listopada
    Status:
    Published
  2. Genetic Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Data
    Authors:
    Janusz T. Starczewski, Robert K. Nowicki, Bartosz A. Nowak
    Conference:
    IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2014), 2014 IEEE World Congress on Computational Intelligence (IEEE WCCI 2014) (rok: 2014, ), Wydawca: Institute of Electrical and Electronics Engineers
    Data:
    konferencja 6-11 lipca
    Status:
    Published
  3. Novel rough neural network for classification with missing data
    Authors:
    Robert K. Nowicki, Rafał Scherer, Leszek Rutkowski
    Conference:
    21st International Conference on Methods and Models in Automation and Robotics (MMAR) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 29 Aug.-1 Sept. 2016
    Status:
    Published
  4. The Learning of Neuro-Fuzzy Approximator with Fuzzy Rough Sets in Case of Missing Features
    Authors:
    Robert K. Nowicki, Bartosz A. Nowak, Janusz T. Starczewski, Krzysztof Cpałka
    Conference:
    IEEE International Joint Conference on Neural Networks (IJCNN 2014), 2014 IEEE World Congress on Computational Intelligence (IEEE WCCI 2014) (rok: 2014, ), Wydawca: Institute of Electrical and Electronics Engineers
    Data:
    konferencja 6-11 lipca
    Status:
    Published
  5. A novel approach to position traffic in NoSQL database systems by the use of firefly algorithm
    Authors:
    Marcin Woźniak, Marcin Gabryel, Robert K. Nowicki, Bartosz A. Nowak
    Conference:
    The 9th International Conference on Knowledge, Information and Creativity Support Systems (rok: 2014, ), Wydawca: The University of Cyprus
    Data:
    konferencja 6-8 litopada
    Status:
    Published
  1. Adaptation of RBM learning for Intel MIC architecture
    Authors:
    Tomasz Olas, Wojciech K. Mleczko, Robert K. Nowicki, Roman Wyrzykowski, Adam Krzyżak
    Book:
    Artificial Intelligence and Soft Computing, Volume of Lecture Notes in Computer Science (rok: 2015, tom: 9119, strony: 88-99), Wydawca: Springer
    Status:
    Published
  2. Multi-class nearest neighbour classifier for incomplete data handling
    Authors:
    Bartosz A. Nowak, Robert K. Nowicki, Marcin Woźniak, Christian Napoli
    Book:
    Artificial Intelligence and Soft Computing, Volume of Lecture Notes in Computer Science (rok: 2015, tom: 9119, strony: 469-480), Wydawca: Springer
    Status:
    Published
  3. Rough Restricted Boltzmann Machine -- New Architecture for Incomplete Input Data
    Authors:
    Wojciech K. Mleczko, Robert K. Nowicki, Rafał Angryk
    Book:
    Artificial Intelligence and Soft Computing, Volume of Lecture Notes in Computer Science (rok: 2016, tom: 9692, strony: 114-125), Wydawca: Springer
    Status:
    Published
  4. An Application of Firefly Algorithm to Position Traffic in NoSQL Database Systems
    Authors:
    Marcin Woźniak, Marcin Gabryel, Robert K. Nowicki, Bartosz A. Nowak
    Book:
    Knowledge, Information and Creativity Support Systems - selected revised and extended papers presented at the 9th International Conference, held in Limassol, Cyprus, 6-8 November 2014 (rok: 2016, tom: 416, strony: 259-272), Wydawca: Springer
    Status:
    Published
  5. The Learning of Neuro-Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Datasets
    Authors:
    Bartosz A. Nowak, Robert K. Nowicki, Janusz T. Starczewski, Antonino Marvuglia
    Book:
    Artificial Intelligence and Soft Computing, Volume of Lecture Notes in Computer Science (rok: 2014, tom: 8467, strony: 256-266), Wydawca: Springer
    Status:
    Published
  6. Adaptation of Deep Belief Networks to Modern Multicore Architectures
    Authors:
    Tomasz Olas, Wojciech K. Mleczko, Robert K. Nowicki, Roman Wyrzykowski
    Book:
    Parallel Processing and Applied Mathematics 2015, Volume of Lecture Notes in Computer Science (rok: 2016, tom: 9573, strony: 459-472), Wydawca: Springer
    Status:
    Published
  7. Application of rough sets in k nearest neighbours algorithm for classification of incomplete samples
    Authors:
    Robert K. Nowicki, Bartosz A. Nowak, Marcin Woźniak
    Book:
    Knowledge, Information and Creativity Support Systems - selected revised and extended papers presented at the 9th International Conference, held in Limassol, Cyprus, 6-8 November 2014 (rok: 2016, tom: 416, strony: 243-257), Wydawca: Springer
    Status:
    Published